
Problem Statement
In this problem, you are provided with a string s
, and the objective is to partition this string into the maximum number of parts such that no letter appears in more than one part. The partitions are required to be in such a way that when concatenated in sequence, they reform the original string s
. Each partition's individual size is then returned as part of a list. The task demands a careful assessment of character frequencies and their respective last occurrences in the string to determine the valid cut points which define each partition.
Examples
Example 1
Input:
s = "ababcbacadefegdehijhklij"
Output:
[9,7,8]
Explanation:
The partition is "ababcbaca", "defegde", "hijhklij". This is a partition so that each letter appears in at most one part. A partition like "ababcbacadefegde", "hijhklij" is incorrect, because it splits s into less parts.
Example 2
Input:
s = "eccbbbbdec"
Output:
[10]
Constraints
1 <= s.length <= 500
s
consists of lowercase English letters.
Approach and Intuition
To solve this problem efficiently, follow the steps below:
Identify Character Boundaries:
- First, we need to determine the last position of each character in the string
s
. This can be done by traversing the string and updating the last occurrence index of each character.
- First, we need to determine the last position of each character in the string
Determine Cut Points for Partitions:
- Begin a new partition every time you encounter a character where all characters in the current partition have had their last occurrences.
- Use two pointers approach where one pointer iterates over the string and the other marks the end of the current partition. As you iterate, update the end of the partition to the farthest last occurrence of any character found within the current partition.
Collect Partition Lengths:
- When the current pointer (
i
) reaches the end of the partition (end
), it indicates that all characters in the current partition have been accounted for within this segment. At this point, record the length of the partition. - Reset the starting point of the next partition to just after the current
end
.
- When the current pointer (
For example, for the string s = "ababcbacadefegdehijhklij"
, follow the steps:
- As you iterate, update the end boundary when encountering 'a', 'b', 'c', etc. Based on the maximum positions of these characters, determine where the partition ends.
- Once the partition point (as dictated by the position of
end
) is reached, that segment is marked as a partition. Then continue to the next segment.
This method ensures each partition contains unique characters without any overlaps between them. This strategy follows from understanding the nature of partitions in which once a character is repeated within a segment, no subsequent partition can have this character without breaking the original requirements. Keep in mind that this problem's constraint (character restricted to lowercase English letters) can be utilized to maintain efficient space complexity using arrays or hash maps for tracking last occurrences.
Solutions
- Java
- Python
class Solution {
public List<Integer> labelPartitions(String inputStr) {
int[] lastIndex = new int[26];
for (int i = 0; i < inputStr.length(); ++i)
lastIndex[inputStr.charAt(i) - 'a'] = i;
int maxIndex = 0, partitionStart = 0;
List<Integer> result = new ArrayList();
for (int i = 0; i < inputStr.length(); ++i) {
maxIndex = Math.max(maxIndex, lastIndex[inputStr.charAt(i) - 'a']);
if (i == maxIndex) {
result.add(i - partitionStart + 1);
partitionStart = i + 1;
}
}
return result;
}
}
Solution Summary for "Partition Labels" in Java:
The Java class named Solution
provides a method called labelPartitions
to handle the partitioning of labels based on the provided string inputStr
. This method identifies and returns the sizes of the largest substrings (or segments) within the input string such that each character appears only within that segment.
Follow this step-by-step breakdown of the solution:
Initialize a 26-element integer array
lastIndex
to store the last occurrence position of each letter in the English alphabet. The index0
represents 'a',1
represents 'b', and so on up to25
for 'z'.Iterate through each character of the input string. For each character, update its last occurrence in the
lastIndex
array.Define two integers:
maxIndex
andpartitionStart
, both set to 0 at the beginning.maxIndex
tracks the farthest position in the string that must be included in the current partition due to character reappearance.partitionStart
indicates the starting point of the current partition.Iterate again through the string. For each character:
- Update
maxIndex
to be the maximum value between its current value and the last occurrence of the current character. - Check if the current position
i
matchesmaxIndex
. If true, calculate the size of the current partition by subtractingpartitionStart
fromi
, add 1 (to account for zero-based index), append this size to the result list, and resetpartitionStart
to the next positioni + 1
.
- Update
- After completing the iterations, the method returns the list
result
containing the sizes of all the identified partitions.
This approach ensures that each partition is maximal, meaning no character starts in one and ends in another partition, leveraging the recorded last occurrences efficiently with a linear scan through the string.
class Solution(object):
def splitString(self, input_string):
last_occurrence = {char: idx for idx, char in enumerate(input_string)}
max_index = start = 0
result = []
for index, char in enumerate(input_string):
max_index = max(max_index, last_occurrence[char])
if index == max_index:
result.append(index - start + 1)
start = index + 1
return result
For the problem 'Partition Labels', the provided Python solution involves determining the sizes of the partitions in a given string where each letter only appears in one partition. Observe the solution strategy outlined below:
- Create a dictionary
last_occurrence
to map each character to its last occurrence index ininput_string
. - Initialize
max_index
to keep track of the furthest index any character in the current partition last appears. - Use
start
to remember the index at the beginning of each new partition. - Iterate through
input_string
using a for loop to examine each character. - Update
max_index
for each character you come across, using the dictionary. - Check if the current index equals
max_index
. If true, you've found a partition boundary:- Append the size of the current partition to
result
list. - Update
start
to the next character's index to begin a new partition.
- Append the size of the current partition to
- Return the list
result
that contains the sizes of these partitions.
This approach ensures that each character of the input string is accounted for in exactly one partition, and these partitions are as large as possible while meeting the requirement. The efficiency of this solution comes from the linear scans made to both build the last occurrences dictionary and determine the partitions—a process which is effective and easy to understand.
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